why the sigmoid function will be 1 and 0 if we use a fully connected layer that produce a big enough positive(res negative )output
In general it's better to not use sigmoid function in any hidden layer. There are many other great options such as ReLU and ELU. However, if for any reason you have to use sigmoid-like function, then go with Tanh function, at least it has ~0 mean.